Conditional quantile reproducibility of multivariate distributions and simplified pair copula construction
Teoriâ veroâtnostej i ee primeneniâ, Tome 66 (2021) no. 1, pp. 196-208

Voir la notice de l'article provenant de la source Math-Net.Ru

We give an equivalent definition of the conditional quantile reproducibility property for multivariate probability distributions using the concept of copula. Based on this definition, we establish a connection between the conditional quantile reproducibility property and the simplifying assumption from the simplified pair copula construction. Additionally, we show that the conditional quantile reproducibility is preserved when moving from a multivariate distribution to its copula.
Keywords: conditional quantile reproducibility, simplified pair copula construction.
Mots-clés : copula
L. E. Melkumova; S. Ya. Shatskikh. Conditional quantile reproducibility of multivariate distributions and simplified pair copula construction. Teoriâ veroâtnostej i ee primeneniâ, Tome 66 (2021) no. 1, pp. 196-208. http://geodesic.mathdoc.fr/item/TVP_2021_66_1_a9/
@article{TVP_2021_66_1_a9,
     author = {L. E. Melkumova and S. Ya. Shatskikh},
     title = {Conditional quantile reproducibility of~multivariate distributions and simplified pair copula construction},
     journal = {Teori\^a vero\^atnostej i ee primeneni\^a},
     pages = {196--208},
     year = {2021},
     volume = {66},
     number = {1},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/TVP_2021_66_1_a9/}
}
TY  - JOUR
AU  - L. E. Melkumova
AU  - S. Ya. Shatskikh
TI  - Conditional quantile reproducibility of multivariate distributions and simplified pair copula construction
JO  - Teoriâ veroâtnostej i ee primeneniâ
PY  - 2021
SP  - 196
EP  - 208
VL  - 66
IS  - 1
UR  - http://geodesic.mathdoc.fr/item/TVP_2021_66_1_a9/
LA  - ru
ID  - TVP_2021_66_1_a9
ER  - 
%0 Journal Article
%A L. E. Melkumova
%A S. Ya. Shatskikh
%T Conditional quantile reproducibility of multivariate distributions and simplified pair copula construction
%J Teoriâ veroâtnostej i ee primeneniâ
%D 2021
%P 196-208
%V 66
%N 1
%U http://geodesic.mathdoc.fr/item/TVP_2021_66_1_a9/
%G ru
%F TVP_2021_66_1_a9

[1] S. Ya. Shatskikh, “Neobkhodimoe uslovie vosproizvodimosti uslovnykh kvantilei mnogomernykh veroyatnostnykh raspredelenii”, Izv. RAEN. Cer. MMMIU, 4:4 (2000), 67–72

[2] S. Ya. Shatskikh, A. N. Komlev, “Uslovnye raspredeleniya veroyatnostei, kak preobrazovaniya nezavisimosti sluchainykh velichin”, Vestn. SamGU. Estestvennonauch. ser., 2007, no. 6(56), 204–222 | MR | Zbl

[3] S. Ya. Shatskikh, I. S. Orlova, L. E. Melkumova, “Kvantilnye mnogomernye modeli regressii, osnovannye na differentsialnykh uravneniyakh Pfaffa”, Izv. RAEN. Cer. MMMIU, 2011, no. 3-4, 14–109

[4] E. M. Knutova, “Primery ellipticheski konturirovannykh raspredelenii, uslovnye kvantili kotorykh ne obladayut svoistvom vosproizvodimosti”, Obozrenie prikladnoi i promyshlennoi matematiki, 6:1 (1999), 154–155

[5] L. E. Melkumova, S. Ya. Shatskikh, “Reshenie kvantilnykh differentsialnykh uravnenii Pfaffa pri otsutstvii polnoi integriruemosti”, Vestn. SamGU. Estestvennonauchn. ser., 2012, no. 3/1(94), 20–39

[6] S. Ya. Shatskikh, “Ob odnom variante preobrazovaniya nezavisimosti”, Mera i integral, Izd-vo “Samarskii universitet”, Samara, 1995, 99–112

[7] L. E. Melkumova, “Statisticheskie otsenki uslovnykh kvantilei dlya odnogo klassa mnogomernykh raspredelenii”, Informatsionnye tekhnologii i nanotekhnologii: materialy mezhdunarodnoi konferentsii i molodezhnoi shkoly (Samara, 2015), Izd-vo SamNTs RAN, Samara, 2015, 296

[8] S. Shatskikh, L. Melkumova, “Reducing the sample size when estimating conditional quantiles”, CEUR Workshop Proceedings, 1638 (2016), 769–781 | DOI

[9] A. Sklar, “Fonctions de répartition à $n$ dimensions et leurs marges”, Publ. Inst. Statist. Univ. Paris, 8 (1959), 229–231 | MR | Zbl

[10] P. Jaworski, F. Durante, W. Härdle, T. Rychlik (eds.), Copula theory and its applications (Univ. of Warsaw, Warsaw, 2009), Lect. Notes Stat. Proc., 198, Springer, Heidelberg, 2010, xviii+327 pp. | DOI | MR | Zbl

[11] Yu. N. Blagoveschenskii, “Osnovnye elementy teorii kopul”, Prikladnaya ekonometrika, 2012, no. 2(26), 113–130

[12] E. A. Savinov, “Limit theorem for the maximum of random variables connected by IT-copulas of Student's ${t}$-distribution”, Theory Probab. Appl., 59:3 (2015), 508–516 | DOI | DOI | MR | Zbl

[13] L. K. Shiryaeva, “On three-parameter Grubbs' copula-function”, Russian Math. (Iz. VUZ), 63:3 (2019), 45–61 | DOI | DOI | MR | Zbl

[14] V. A. Krylov, “Modelirovanie i klassifikatsiya mnogokanalnykh distantsionnykh izobrazhenii s ispolzovaniem kopul”, Inform. i ee primen., 4:4 (2010), 33–37

[15] G. I. Penikas, “Ierarkhicheskie kopuly v modelirovanii riskov investitsionnogo portfelya”, Prikladnaya ekonometrika, 2014, no. 35(3), 18–38

[16] H. Joe, “Families of $m$-variate distributions with given margins and $m(m-1)/2$ bivariate dependence parameters”, Distributions with fixed marginals and related topics, IMS Lecture Notes Monogr. Ser., 28, Inst. Math. Statist., Hayward, CA, 1996, 120–141 | DOI | MR

[17] T. Bedford, R. M. Cooke, “Probability density decomposition for conditionally dependent random variables modeled by vines”, Ann. Math. Artif. Intell., 32:1-4 (2001), 245–268 | DOI | MR | Zbl

[18] T. Bedford, R. M. Cooke, “Vines — a new graphical model for dependent random variables”, Ann. Statist., 30:4 (2002), 1031–1068 | DOI | MR | Zbl

[19] D. Kurowicka, R. Cooke, Uncertainty analysis with high dimensional dependence modelling, Wiley Ser. Probab. Stat., John Wiley Sons, Ltd., Chichester, 2006, x+284 pp. | DOI | MR | Zbl

[20] K. Aas, C. Czado, A. Frigessi, H. Bakken, “Pair-copula constructions of multiple dependence”, Insurance Math. Econom., 44:2 (2009), 182–198 | DOI | MR | Zbl

[21] D. Fantatstsini, “Modelirovanie mnogomernykh raspredelenii s ispolzovaniem kopula-funktsii. II”, Prikladnaya ekonometrika, 2011, no. 3(23), 98–132

[22] A. I. Travkin, “Konstruktsii iz parnykh kopul v zadache formirovaniya portfelya aktsii”, Prikladnaya ekonometrika, 2014, no. 35(3), 18–38

[23] A. I. Travkin, “Poisk optimalnogo vetvleniya v konstruktsii iz parnykh kopul”, Matem. modelirovanie, 28:11 (2016), 79–96 | MR | Zbl

[24] A. A. Ratnikov, E. Yu. Schetinin, “Otsenka riska defolta roznichnogo kreditnogo portfelya na osnove vyuschikhsya kopul”, Informatsionno-telekommunikatsionnye tekhnologii i matematicheskoe modelirovanie vysokotekhnologichnykh sistem (RUDN, Moskva, 2019), RUDN, M., 2019, 496–502

[25] I. H. Haff, K. Aas, A. Frigessi, “On the simplified pair-copula construction — simply useful or too simplistic?”, J. Multivariate Anal., 101:5 (2010), 1296–1310 | DOI | MR | Zbl

[26] J. Stöber, H. Joe, C. Czado, “Simplified pair copula constructions — limitations and extensions”, J. Multivariate Anal., 119 (2013), 101–118 | DOI | MR | Zbl

[27] L. E. Melkumova, “Simplified pair copula construction and conditional quantile reproduciblity”, In: “Abstracts of talks given at the 4th international conference on stochastic methods”, Theory Probab. Appl., 65:1 (2020), 146–147 | DOI | DOI

[28] S. Kotz, N. Balakrishnan, N. L. Johnson, Continuous multivariate distributions, v. 1, Wiley Ser. Probab. Statist. Appl. Probab. Statist., Models and applications, 2nd ed., Wiley-Interscience, New York, 2000, xxii+722 pp. | DOI | MR | Zbl